Shred your own mozzarella cheese for better melt quality. Use a high-quality marinara sauce for better flavor. Assemble the dish up to 6 hours ahead and refrigerate. If your baked rigatoni looks dry, try adding a splash of water to the sauce before baking for extra moisture. For a leaner meat sauce, using ground turkey or chicken and draining excess fat can help reduce greasiness significantly.